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Volatility Make your Enemy your Friend Volatility Educational Breakfast Zurich November 6, 2015 Prof. Dr. Thorsten Hens, University of Zurich

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Page 1: Volatility Make your Enemy your Friend - Volatility Investing

Volatility

Make your Enemy your Friend

Volatility Educational Breakfast Zurich

November 6, 2015

Prof. Dr. Thorsten Hens, University of Zurich

Page 2: Volatility Make your Enemy your Friend - Volatility Investing

Thorsten Hens : Vola: R&B: 2

• Created in 2006 as a public–private partnership, SFI is a

common initiative of the Swiss finance industry, leading Swiss

universities (comprising the universities of Geneva and

Lausanne, the Ecole Polytechnique Fédérale de Lausanne

(EPFL), the University of Lugano, the University of Zurich and

ETHZ), and the Swiss Confederation.

• Swiss Finance Institute (SFI) strives for excellence in research

and doctoral training, knowledge transfer, and continuing

education in the fields of banking and finance, as befits

Switzerland’s international reputation as a leading financial

center.

• SFI’s global academic network and its proximity to the industry

place it in a unique position from which to combine thought

leadership and industry experience

Swiss Finance Institute

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Thorsten Hens : Vola: 3

1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

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Thorsten Hens : Vola: 4

What to do about Volatility?

• Fight it

View of traditional finance

• Ignore it

Typical approach of cool private investor. “NNR”

• Embrace it

Some Hedge Funds are able to do this!

1. Introduction

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Thorsten Hens : Vola: 5

1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

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2. Is Volatility an Asset Class?

Markets

• Volatility

• Derivatives

• Shares

• Consumption

• Production

Features

• Some regularities

• Pricing well known

• Efficient Market Hypothesis

• Preferences

• Technology

Thorsten Hens :Vola: R&B: 6

Nelken (2007): «Volatility as an Asset Class»

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2. Is Volatility as an Asset Class?

Thorsten Hens : Vola: R&B: 7

Ilmanen (2011) «Expected Returns»

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2. Is Volatility as an Asset Class?

Thorsten Hens : Vola: R&B: 8

Pension Funds are Starving for Returns!

Page 9: Volatility Make your Enemy your Friend - Volatility Investing

Thorsten Hens : Vola: 9

1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

Page 10: Volatility Make your Enemy your Friend - Volatility Investing

Some Greeks

Thorsten Hens : Vola: R&B: 10

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Some Greeks

Thorsten Hens : Vola: R&B: 11

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Some Greeks

Thorsten Hens :Vola: R&B: 12

Tyche drawn by Tatjana Heinz

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3. Properties of Volatility

a. Volatility Smiles

b. Volatility is stochastic

c. Volatility is mean reverting

d. Volatility is higher in market crashes

e. Implied Volatility is higher than realized volatility

Thorsten Hens :Vola: R&B 13

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a. Volatility Smiles

Thorsten Hens :Vola: R&B 14

Source: Broadie, Chernov and Johannes (2001)

Page 15: Volatility Make your Enemy your Friend - Volatility Investing

b. Volatility is Stochastic

Thorsten Hens Vola: R&B 15

Source: Lux (2009) «Stochastic Behavioral Asset Pricing»

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c. Volatility is Mean Reverting

Thorsten Hens :Vola: R&B 16

http://www.macroption.com/is-volatility-mean-reverting/

Page 17: Volatility Make your Enemy your Friend - Volatility Investing

d. Volatility is Higher in Market Crashes

Thorsten Hens :Vola: R&B: 17

http://quant.stackexchange.com/questions/1177/why-is-volatility-mean-reverting

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e. Implied is higher than Realied Volatility

Thorsten Hens :Vola: R&B: 18

Rennison and Pedersen (2012) «The Volatility Risk Premium»

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Thorsten Hens : Vola: 19

1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

Page 20: Volatility Make your Enemy your Friend - Volatility Investing

4. Understanding Volatility with Economic Models (1)

Is important

… to give your investors an intuition (consitent investment story)

on which economic principles your returns are based!

Ingredients of Economic Models

• Cash Flows

• Expectations

• Risk Aversion

• Market Interaction

Thorsten Hens :Vola: R&B 20

Page 21: Volatility Make your Enemy your Friend - Volatility Investing

4. Understanding Volatility with Economic Models (2)

Two Religions in Economics

Rationalists

• Fama

• Cochrane, Campbell

• Barro, Grossman

• Prescott, Kydland

• Dumas, Veronesi,

Buraschi, …

• ..

Behavioralists

• Shiller

• Kahnemann and Tversky

• Lakonishok, Shleifer, Vishny

• Brock and Hommes

• Lux, Levy, …

• Evstigneev, Hens, Schenk-

Hoppe.

• …

Thorsten Hens : Vola: R&B: 21

Page 22: Volatility Make your Enemy your Friend - Volatility Investing

4. Understanding Volatility with Economic Models (3)

Two Religions in Economics

Rationalists

• Expectations are rational

• Risk Aversion is stable

• Markets are in equilibrium

• Representative Agent

• Exogeneous shocks

Behavioralists

• Biased expectations

• Changing risk aversion

• Disequilibria possible

• Heterogeneous Agents

• Endogenous fluctuations

Thorsten Hens : Vola: R&B: 22

Page 23: Volatility Make your Enemy your Friend - Volatility Investing

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1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

Page 24: Volatility Make your Enemy your Friend - Volatility Investing

a. Volatility Smiles

Rational Explanation

• Smile originates from

Black Scholes Merton

Model which assumes

constant vola

• But vola is stochastic and

jumps

Behavioral Explanation

• Probabilty to be OTM is

smaller than ATM.

• Small Probabilites are

exaggerated

«Favorite Long-Shot Bias»

Thorsten Hens : Vola: R&B: 24

Page 25: Volatility Make your Enemy your Friend - Volatility Investing

a. Volatility Smiles

Rational Explanation

Behavioral Explanation

«Favorite Long-Shot Bias»

Snowberg and Wolfers (2010)

«Deviations from BSM»

Fouque, Papanicolaouy,

and Sircarz (2000)

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Thorsten Hens : Vola: R&B 26

Prospect Theory Probability Weighting Function

• Film Coke Zero The Mechanic

• https://www.youtube.com/watch?v=ITU_gdal1SY

• Shows: Not probabilities matter – but possibilities!

Page 27: Volatility Make your Enemy your Friend - Volatility Investing

b. Volatility is Stochastic

Rational Explanation

• Exogenous shocks are

clustured, stochastic and

have jumps

Behavioral Explanation

• Expectations switch

between bull and bear

markets

• Endogeneous fluctuations

generated by interaction of

heterogenous agents

• T. Lux (2009)

«Endogenous Uncertainty»

Thorsten Hens : Vola: R&B: 27

Page 28: Volatility Make your Enemy your Friend - Volatility Investing

c. Volatility is Mean-Reverting

Rational Explanation

• Exogenous shocks are

mean-reverting

Behavioral Explanation

• People get used to bad

news when they come

regularly

«Habit Formation»

Thorsten Hens : Vola: R&B 28

Page 29: Volatility Make your Enemy your Friend - Volatility Investing

d. Volatility is Higher in Market Crashes

Rational Explanation

• For stock markets:

• When stock prices drop

• The Debt/Equity ratio

increases thus stocks are

more risky and stock

prices fluctuate more

• Merton (1973)

«Leverage Effect»

Behavioral Explanation

• Usually lower returns

coincide with lower risk

because people are risk

averse

• But people take more risk to

avoid sure losses

• Thus negative returns

coincide with higher risk.

«Gambling for Resurrection»

Thorsten Hens : Vola: R&B: 29

Page 30: Volatility Make your Enemy your Friend - Volatility Investing

Thorsten Hens : Vola: R&B 30

Prospect Theory Utility Function

gainloss reference point

xDx- D

( )x ab- - D

xaD

( )v xD

«gambling for resurrection»

Page 31: Volatility Make your Enemy your Friend - Volatility Investing

e. Implied is higher than Realized Volatility

Rational Explanation

• This is true for index

options but not for

individual options

• Thus selling index options

hedged by basket of

individual options is

profitable – except in

crashes

«Correlation Risk Premium»

Behavioral Explanation

• Worries matter more than

they should as experience

sampling shows.

«Crash-o-Phobia»

Thorsten Hens : Vola: R&B: 31

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1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

Page 33: Volatility Make your Enemy your Friend - Volatility Investing

6. Predicting Volatility

• Engle et al FAJ

• GARCH (1,1)

Thorsten Hens :Vola: R&B: 33

Source: Brownlees, R. Engle, B. Kelly (2011)

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Thorsten Hens : Vola: 34

1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

Page 35: Volatility Make your Enemy your Friend - Volatility Investing

Thorsten Hens : Vola: 35

What to do about Volatility?

• Fight it

View of traditional finance

• Ignore it

Typical approach of cool private investor. “NNR”

• Embrace it

Which properties are useful?

7. Conclusion

Page 36: Volatility Make your Enemy your Friend - Volatility Investing

How to use the Properties of Volatility?

a. Volatility Smiles

Sell out of money options, hedge with in the money options

b. Volatility is stochastic

Rebalancing is not as easy as textbooks tell us!

c. Volatility is mean reverting

Use it make returns from a contrarian strategy on vola.

d. Volatility is higher in market crashes

Use it to insure your stock market risks

e. Implied Volatility is higher than realized volatility

Picking up Nickels in front of a steamroller.

Thorsten Hens :Vola: R&B 36

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1. Introduction

2. Is Volatility an Asset Class?

3. Properties of Volatility

4. Understanding Volatility with Economic Models

5. Rational and Behavioral Explanations

6. Predicting Volatility

7. Conclusion

8. References

Agenda

Page 38: Volatility Make your Enemy your Friend - Volatility Investing

Thorsten Hens : Vola:R&B 38

7. References (1)

• L. Benzoni, P.C. Dufresne, R.S. Goldstein (2011): Explaining

Asset Pricing Puzzles associated with the 1987 Market Crash,

Journal of Financial Economics 101(3), 552-573, Sep 2011.

• M. Broadie, M. Chernov and M. Johannes (2001): Under-

standing Index Option Returns, The Review of Financial

Studies,Vol. 22, No. 11 (Nov., 2009), pp. 4493-4529.

• C. Brownlees, R. Engle, B. Kelly (2011): A Practical Guide to

Volatillity Forecasting through Calm and Storm, Journal of Risk

14(2), pp. 3-22.

• J-P. Fouque, G. Papanicolaouy, K.R. Sircarz (2000): Mean-

Reverting Stochastic Volatility, Princeton University.

• D. Kahneman and A. Tversky (1979): Prospect Theory,

Econometrica 47, 263-291.

• A. Imanen (2011): Expected Returns, Chapter 15 on Volatility.

Page 39: Volatility Make your Enemy your Friend - Volatility Investing

Thorsten Hens :Vola: R&B: 39

7. References (2)

• T. Lux (2009): Stochastic Behavioral Asset Pricing Models and

the Stylized Facts, in Hens and Schenk-Hoppe, Hanbook on

Evolution and Dynamics, North-Holland, Amsterdam.

• R. Merton (1973): Rational Theory and Option Pricing, Bell

Journal of Economics and Management Science 4, 141-183.

• I. Nelken (2007): Volatility as an Asset Class, Risk books.

• G. Rennison and N. Pedersen (2012) «The Volatility Risk

Premium» Pimco View Point September 2012.

• E. Snowberg and J. Wolfers (2010) Explaining the Favorite

Long Shot Bias, Journal of Political Economy,118(4), 723-746 .

• P. Veronesi (1999): Stock Market Overreaction to Bad News in

Good Times: A Rational Expectation Equilibrium Model,

Review of Financial Studies, Vol 12(5), pp. 995-1007.

• I. Nelken (2007): Volatility as an Asset Class, Risk book.